{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparison of different kernels for LSTM-CNN\n",
    "The purpose is to investigate which kernels (filter sizes) to pick for the final model (LSTM + Inception).\n",
    "\n",
    "The following data are from training exercises of the following LSTM-CNN Model:\n",
    "\n",
    "1. word embeddings (pretrained GloVe, frozen values)\n",
    "2. bidirectional layer of 4 LSTM units\n",
    "3. single convolutional layer, 24 filters (kernel varied)\n",
    "4. fully connected layer (16 hidden units)\n",
    "5. 4 class softmax output\n",
    "\n",
    "Optimiser used is [AdaDelta](https://arxiv.org/abs/1212.5701). L2 regularisation and dropout were used to reduce over fitting. Every training run uses batch-size of 64 and runs for 50 epoch."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import csv\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_csv(file, acc, val_acc):\n",
    "    with open(file, newline='') as f:\n",
    "        reader = csv.reader(f)\n",
    "        for i,row in enumerate(reader):\n",
    "            if i > 0:\n",
    "                acc.append(float(row[1]))\n",
    "                #loss.append(float(row[2]))\n",
    "                val_acc.append(float(row[3]))\n",
    "                #val_loss.append(float(row[4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "acc_1, acc_2, acc_3, acc_4, acc_5, acc_6, acc_7, acc_8, acc_9, acc_10, acc_11, acc_12 = [],[],[],[],[],[],[],[],[],[],[],[]\n",
    "val_acc_1, val_acc_2, val_acc_3, val_acc_4, val_acc_5, val_acc_6, val_acc_7, val_acc_8, val_acc_9, val_acc_10, val_acc_11, val_acc_12 = [],[],[],[],[],[],[],[],[],[],[],[]\n",
    "read_csv(\"history-1.csv\", acc_1, val_acc_1)\n",
    "read_csv(\"history-2.csv\", acc_2, val_acc_2)\n",
    "read_csv(\"history-3.csv\", acc_3, val_acc_3)\n",
    "read_csv(\"history-4.csv\", acc_4, val_acc_4)\n",
    "read_csv(\"history-5.csv\", acc_5, val_acc_5)\n",
    "read_csv(\"history-6.csv\", acc_6, val_acc_6)\n",
    "read_csv(\"history-7.csv\", acc_7, val_acc_7)\n",
    "read_csv(\"history-8.csv\", acc_8, val_acc_8)\n",
    "read_csv(\"history-9.csv\", acc_9, val_acc_9)\n",
    "read_csv(\"history-10.csv\", acc_10, val_acc_10)\n",
    "read_csv(\"history-11.csv\", acc_11, val_acc_11)\n",
    "read_csv(\"history-12.csv\", acc_12, val_acc_12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "epoch = []\n",
    "for i in range(0,30):\n",
    "    epoch.append(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Lowest validation loss: **kernel 7**\n",
    "- However, kernel 7 starts to over fit mildly (probably significant after 50 epoch) before kernel 3 does.\n",
    "- Kernel 5 is prone to over fitting. It has lower training loss than 3, but higher validation loss.\n",
    "- Kernel 4 performs very similarly to 5."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112fd4780>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 494,
       "width": 623
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1, figsize=(10, 8))\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.ylim( 0.4, 0.60 )\n",
    "plt.title('Accuracy (higher better)')\n",
    "plt.plot(epoch, acc_2, 'y--',label=\"Training (2)\")\n",
    "plt.plot(epoch, val_acc_2, 'ys-',label=\"Validation (2)\")\n",
    "plt.plot(epoch, acc_3, 'r--',label=\"Training (3)\")\n",
    "plt.plot(epoch, val_acc_3, 'rs-',label=\"Validation (3)\")\n",
    "plt.plot(epoch, acc_4, 'm--',label=\"Training (4)\")\n",
    "plt.plot(epoch, val_acc_4, 'ms-',label=\"Validation (4)\")\n",
    "plt.plot(epoch, acc_5, 'k--',label=\"Training (5)\")\n",
    "plt.plot(epoch, val_acc_5, 'ks-',label=\"Validation (5)\")\n",
    "plt.plot(epoch, acc_6, 'g--',label=\"Training (6)\")\n",
    "plt.plot(epoch, val_acc_6, 'gs-',label=\"Validation (6)\")\n",
    "plt.plot(epoch, acc_7, 'b--',label=\"Training (7)\")\n",
    "plt.plot(epoch, val_acc_7, 'bs-',label=\"Validation (7)\")\n",
    "plt.plot(epoch, acc_8, 'c--',label=\"Training (8)\")\n",
    "plt.plot(epoch, val_acc_8, 'cs-',label=\"Validation (8)\")\n",
    "#plt.hlines(0.6, 0, 50,linestyle = \"--\" , alpha = 0.2)\n",
    "plt.legend(loc=4)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **Kernel 7** has the highest validation accuracy. Kernel 6 follows very closely behind.\n",
    "- In order of validation accuracy: 7 > 2 > 6 > 3 > 5/4/8.\n",
    "- Slight advantage of kernel 3 over 5 in validation accuracy. It currently shows no sign of over fitting!\n",
    "- Kernel 5 is prone to over fitting. It has higher training acc than 3 or 7, but lower validation acc.\n",
    "- Performance of 4 and 5 are very similar, with very slight advantage to kernel 4.\n",
    "- Kernel 8 over fits the most.\n",
    "\n",
    "## Conclusion\n",
    "What combination shall we use?\n",
    "\n",
    "- Low number of kernel 5 and/or 4, with regularisation and dropout.\n",
    "- Moderate number of kernel 3\n",
    "- Moderate number of kernel 7, with regularisation. Although it seems to be most effective, it also presents the significant possibility of over fitting.\n",
    "\n",
    "**Our overall aim is to exceed 60% validation accuracy.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
